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David J. Hand
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2020 – today
- 2024
- [j80]Peter Christen, David J. Hand, Nishadi Kirielle:
A Review of the F-Measure: Its History, Properties, Criticism, and Alternatives. ACM Comput. Surv. 56(3): 73:1-73:24 (2024) - [i6]David J. Hand, Peter Christen, Sumayya Ziyad:
Selecting a classification performance measure: matching the measure to the problem. CoRR abs/2409.12391 (2024) - 2023
- [j79]David J. Hand, Christoforos Anagnostopoulos:
Notes on the H-measure of classifier performance. Adv. Data Anal. Classif. 17(1): 109-124 (2023) - 2021
- [j78]David J. Hand, Peter Christen, Nishadi Kirielle:
F*: an interpretable transformation of the F-measure. Mach. Learn. 110(3): 451-456 (2021) - [i5]David J. Hand, Christoforos Anagnostopoulos:
Notes on the H-measure of classifier performance. CoRR abs/2106.11888 (2021) - 2020
- [j77]David J. Hand, Shakeel Khan:
Validating and Verifying AI Systems. Patterns 1(3): 100037 (2020) - [i4]David J. Hand, Peter Christen, Nishadi Kirielle:
F*: An Interpretable Transformation of the F-measure. CoRR abs/2008.00103 (2020)
2010 – 2019
- 2018
- [j76]David J. Hand:
Aspects of Data Ethics in a Changing World: Where Are We Now? Big Data 6(3): 176-190 (2018) - [j75]David J. Hand, Peter Christen:
A note on using the F-measure for evaluating record linkage algorithms. Stat. Comput. 28(3): 539-547 (2018) - [c40]David J. Hand:
Data Science for Financial Applications. KDD 2018: 1 - 2015
- [j74]David J. Hand:
Statistics and computing: the genesis of data science. Stat. Comput. 25(4): 705-711 (2015) - 2014
- [j73]David J. Hand, Niall M. Adams:
Selection bias in credit scorecard evaluation. J. Oper. Res. Soc. 65(3): 408-415 (2014) - [j72]David J. Hand, Christoforos Anagnostopoulos:
A better Beta for the H measure of classification performance. Pattern Recognit. Lett. 40: 41-46 (2014) - 2013
- [j71]David J. Hand, Christoforos Anagnostopoulos:
When is the area under the receiver operating characteristic curve an appropriate measure of classifier performance? Pattern Recognit. Lett. 34(5): 492-495 (2013) - [j70]Marc Y. R. Henrion, David J. Hand, Axel Gandy, Daniel J. Mortlock:
CASOS: a subspace method for anomaly detection in high dimensional astronomical databases. Stat. Anal. Data Min. 6(1): 53-72 (2013) - [c39]David J. Hand:
Data, Not Dogma: Big Data, Open Data, and the Opportunities Ahead. IDA 2013: 1-12 - 2012
- [j69]James Bentham, David J. Hand:
Data mining from a patient safety database: the lessons learned. Data Min. Knowl. Discov. 24(1): 195-217 (2012) - [j68]Nicos G. Pavlidis, Dimitris K. Tasoulis, Niall M. Adams, David J. Hand:
Adaptive consumer credit classification. J. Oper. Res. Soc. 63(12): 1645-1654 (2012) - [j67]Gordon J. Ross, Niall M. Adams, Dimitris K. Tasoulis, David J. Hand:
Exponentially weighted moving average charts for detecting concept drift. Pattern Recognit. Lett. 33(2): 191-198 (2012) - [j66]Gordon J. Ross, Niall M. Adams, Dimitris K. Tasoulis, David J. Hand:
Erratum to "Exponentially weighted moving average charts for detecting concept drift" [Pattern Recognition Lett. 33(2) (2012) 191-198]. Pattern Recognit. Lett. 33(16): 2261 (2012) - [j65]Christoforos Anagnostopoulos, Dimitris K. Tasoulis, Niall M. Adams, Nicos G. Pavlidis, David J. Hand:
Online linear and quadratic discriminant analysis with adaptive forgetting for streaming classification. Stat. Anal. Data Min. 5(2): 139-166 (2012) - [p2]David J. Hand:
Voyages of Discovery. Journeys to Data Mining 2012: 77-91 - [i3]David J. Hand, Christoforos Anagnostopoulos:
A better Beta for the H measure of classification performance. CoRR abs/1202.2564 (2012) - [i2]Gordon J. Ross, Niall M. Adams, Dimitris K. Tasoulis, David J. Hand:
Exponentially Weighted Moving Average Charts for Detecting Concept Drift. CoRR abs/1212.6018 (2012) - 2011
- [j64]Adam R. Brentnall, Martin Crowder, David J. Hand:
Approximate repeated-measures shrinkage. Comput. Stat. Data Anal. 55(2): 1150-1159 (2011) - [j63]Nicos G. Pavlidis, Dimitris K. Tasoulis, Niall M. Adams, David J. Hand:
lambda-Perceptron: An adaptive classifier for data streams. Pattern Recognit. 44(1): 78-96 (2011) - [r1]David J. Hand:
Statistics: An Overview. International Encyclopedia of Statistical Science 2011: 1504-1509 - 2010
- [j62]Nicos G. Pavlidis, Niall M. Adams, David Nicholson, David J. Hand:
Prospects for Bandit Solutions in Sensor Management. Comput. J. 53(9): 1370-1383 (2010) - [j61]Christoforos Anagnostopoulos, Niall M. Adams, David J. Hand:
Streaming Covariance Selection with Applications to Adaptive Querying in Sensor Networks. Comput. J. 53(9): 1401-1414 (2010) - [j60]Sanjay Chawla, David J. Hand, Vasant Dhar:
Outlier detection special issue. Data Min. Knowl. Discov. 20(2): 189-190 (2010) - [j59]Dimitris K. Tasoulis, Niall M. Adams, David J. Hand:
Selective fusion of out-of-sequence measurements. Inf. Fusion 11(2): 183-191 (2010) - [j58]Adam R. Brentnall, Martin Crowder, David J. Hand:
Likelihood-ratio changepoint features for consumer-behaviour models. J. Oper. Res. Soc. 61(3): 462-472 (2010) - [j57]David J. Hand, F. Zhou:
Evaluating models for classifying customers in retail banking collections. J. Oper. Res. Soc. 61(10): 1540-1547 (2010) - [j56]David J. Hand:
L'incohérence de l'aire sous la courbe ROC, que faire à ce propos ? Monde des Util. Anal. Données 42: 74-80 (2010) - [j55]David J. Hand:
Fraud Detection in Telecommunications and Banking: Discussion of Becker, Volinsky, and Wilks (2010) and Sudjianto et al. (2010). Technometrics 52(1): 34-38 (2010) - [c38]David J. Hand:
The Laws of Coincidence. COMPSTAT 2010: 33-43 - [c37]Niall M. Adams, Dimitris K. Tasoulis, Christoforos Anagnostopoulos, David J. Hand:
Temporally-Adaptive Linear Classification for Handling Population Drift in Credit Scoring. COMPSTAT 2010: 167-176 - [c36]David John Weston, Niall M. Adams, Yoonseong Kim, David J. Hand:
Fault Mining Using Peer Group Analysis. GfKl 2010: 453-461
2000 – 2009
- 2009
- [j54]Adrien Jamain, David J. Hand:
Where are the large and difficult datasets? Adv. Data Anal. Classif. 3(1): 25-38 (2009) - [j53]Christoforos Anagnostopoulos, Dimitris K. Tasoulis, Niall M. Adams, David J. Hand:
Temporally adaptive estimation of logistic classifiers on data streams. Adv. Data Anal. Classif. 3(3): 243-261 (2009) - [j52]Wojtek J. Krzanowski, David J. Hand:
A simple method for screening variables before clustering microarray data. Comput. Stat. Data Anal. 53(7): 2747-2753 (2009) - [j51]Christopher Whitrow, David J. Hand, Piotr Juszczak, David John Weston, Niall M. Adams:
Transaction aggregation as a strategy for credit card fraud detection. Data Min. Knowl. Discov. 18(1): 30-55 (2009) - [j50]Tao Pei, Ajay Jasra, David J. Hand, A-Xing Zhu, Chenghu Zhou:
DECODE: a new method for discovering clusters of different densities in spatial data. Data Min. Knowl. Discov. 18(3): 337-369 (2009) - [j49]David J. Hand:
Measuring classifier performance: a coherent alternative to the area under the ROC curve. Mach. Learn. 77(1): 103-123 (2009) - [c35]James Bentham, David J. Hand:
Detecting New Kinds of Patient Safety Incidents. Discovery Science 2009: 51-65 - [c34]David J. Hand:
Mismatched models, wrong results, and dreadful decisions: on choosing appropriate data mining tools. KDD 2009: 1-2 - 2008
- [j48]David John Weston, David J. Hand, Niall M. Adams, Christopher Whitrow, Piotr Juszczak:
Plastic card fraud detection using peer group analysis. Adv. Data Anal. Classif. 2(1): 45-62 (2008) - [j47]Adrien Jamain, David J. Hand:
Mining Supervised Classification Performance Studies: A Meta-Analytic Investigation. J. Classif. 25(1): 87-112 (2008) - [j46]Piotr Juszczak, Niall M. Adams, David J. Hand, Christopher Whitrow, David John Weston:
Off-the-peg and bespoke classifiers for fraud detection. Comput. Stat. Data Anal. 52(9): 4521-4532 (2008) - [j45]David J. Hand, Christopher Whitrow, Niall M. Adams, Piotr Juszczak, David John Weston:
Performance criteria for plastic card fraud detection tools. J. Oper. Res. Soc. 59(7): 956-962 (2008) - [j44]Xindong Wu, Vipin Kumar, J. Ross Quinlan, Joydeep Ghosh, Qiang Yang, Hiroshi Motoda, Geoffrey J. McLachlan, Angus F. M. Ng, Bing Liu, Philip S. Yu, Zhi-Hua Zhou, Michael S. Steinbach, David J. Hand, Dan Steinberg:
Top 10 algorithms in data mining. Knowl. Inf. Syst. 14(1): 1-37 (2008) - [j43]Bhekisipho Twala, M. C. Jones, David J. Hand:
Good methods for coping with missing data in decision trees. Pattern Recognit. Lett. 29(7): 950-956 (2008) - [c33]Christoforos Anagnostopoulos, Dimitris K. Tasoulis, David J. Hand, Niall M. Adams:
Online optimization for variable selection in data streams. ECAI 2008: 132-136 - [c32]Nicos G. Pavlidis, Dimitris K. Tasoulis, Niall M. Adams, David J. Hand:
Dynamic Multi-Armed Bandit with Covariates. ECAI 2008: 777-778 - [c31]Christoforos Anagnostopoulos, Niall M. Adams, David J. Hand:
Deciding what to observe next: adaptive variable selection for regression in multivariate data streams. SAC 2008: 961-965 - [c30]Nicos G. Pavlidis, Dimitris K. Tasoulis, David J. Hand:
Simulation Studies of Multi-armed Bandits with Covariates. UKSim 2008: 493-498 - [c29]Dimitris K. Tasoulis, Niall M. Adams, David J. Hand:
Simulation and Analysis of Delay Handling Mechanisms in Sensor Networks. UKSim 2008: 661-666 - 2007
- [j42]Wojtek J. Krzanowski, David J. Hand:
A recursive partitioning tool for interval prediction. Adv. Data Anal. Classif. 1(3): 241-254 (2007) - [j41]Martin Crowder, David J. Hand, Wojtek J. Krzanowski:
On optimal intervention for customer lifetime value. Eur. J. Oper. Res. 183(3): 1550-1559 (2007) - [j40]I-Ding Wu, David J. Hand:
Handling selection bias when choosing actions in retail credit applications. Eur. J. Oper. Res. 183(3): 1560-1568 (2007) - [j39]David J. Hand, Wojtek J. Krzanowski, Martin Crowder:
Optimal predictive partitioning. Stat. Comput. 17(1): 11-21 (2007) - [c28]Dimitris K. Tasoulis, Niall M. Adams, David J. Hand:
Should Delayed Measurements Always be Incorporated in Filtering? DSP 2007: 264-267 - [c27]Kiriaki Platanioti, Nicholas A. Heard, David J. Hand:
A Review of Anomaly Detection on Graphs. NATO ASI Mining Massive Data Sets for Security 2007: 212-213 - [c26]David J. Hand, David John Weston:
Statistical Techniques for Fraud Detection, Prevention and Assessment. NATO ASI Mining Massive Data Sets for Security 2007: 257-270 - [i1]Niall M. Adams, David J. Hand:
Note on parallel universes. Parallel Universes and Local Patterns 2007 - 2006
- [j38]Zhicheng Zhang, David J. Hand:
Detecting groups of anomalously similar objects in large data sets. Intell. Data Anal. 10(5): 473-483 (2006) - [c25]Dimitris K. Tasoulis, Niall M. Adams, David J. Hand:
Unsupervised Clustering In Streaming Data. ICDM Workshops 2006: 638-642 - [c24]David J. Hand:
Protection or Privacy? Data Mining and Personal Data. PAKDD 2006: 1-10 - 2005
- [j37]David J. Hand, Wojtek J. Krzanowski:
Optimising k. Comput. Stat. Data Anal. 49(4): 969-973 (2005) - [j36]David J. Hand, So Young Sohn, Yoonseong Kim:
Optimal bipartite scorecards. Expert Syst. Appl. 29(3): 684-690 (2005) - [j35]Lyn C. Thomas, R. W. Oliver, David J. Hand:
A survey of the issues in consumer credit modelling research. J. Oper. Res. Soc. 56(9): 1006-1015 (2005) - [j34]David J. Hand:
Good practice in retail credit scorecard assessment. J. Oper. Res. Soc. 56(9): 1109-1117 (2005) - [j33]Adrien Jamain, David J. Hand:
The Naive Bayes Mystery: A classification detective story. Pattern Recognit. Lett. 26(11): 1752-1760 (2005) - [c23]David J. Hand:
Modern data analysis tools in personal financial services: a quantitative revolution. DMAS 2005: 1-8 - [c22]Zhicheng Zhang, David J. Hand:
Detecting Groups of Anomalously Similar Objects in Large Data Sets. IDA 2005: 509-519 - 2004
- [j32]Richard J. Bolton, David J. Hand, Martin Crowder:
Significance tests for unsupervised pattern discovery in large continuous multivariate data sets. Comput. Stat. Data Anal. 46(1): 57-79 (2004) - [j31]Ross A. McDonald, David J. Hand, Idris A. Eckley:
A Multiclass Extension To The Brownboost Algorithm. Int. J. Pattern Recognit. Artif. Intell. 18(5): 905-931 (2004) - [c21]David J. Hand, Niall M. Adams, Nick A. Heard:
Pattern Discovery Tools for Detecting Cheating in Student Coursework. Local Pattern Detection 2004: 39-52 - [c20]David J. Hand:
Strength in Diversity: The Advance of Data Analysis. ECML 2004: 18-26 - [c19]David J. Hand:
Strength in Diversity: The Advance of Data Analysis. PKDD 2004: 18-26 - [c18]Ross A. McDonald, Idris A. Eckley, David J. Hand:
A Classifier Combination Tree Algorithm. SSPR/SPR 2004: 609-617 - 2003
- [j30]David J. Hand, Daniel A. Keim, Raymond T. Ng:
Guest Editorial. Data Min. Knowl. Discov. 7(3): 239-240 (2003) - [j29]David J. Hand, Daniel A. Keim, Raymond T. Ng:
Guest Editorial. Data Min. Knowl. Discov. 7(4): 347-348 (2003) - [j28]David J. Hand:
Book Review: Data Mining and Knowledge Discovery with Evolutionary Programs. Genet. Program. Evolvable Mach. 4(3): 287-289 (2003) - [j27]David J. Hand, Veronica Vinciotti:
Choosing k for two-class nearest neighbour classifiers with unbalanced classes. Pattern Recognit. Lett. 24(9-10): 1555-1562 (2003) - [j26]Richard J. Bolton, David J. Hand, Andrew R. Webb:
Projection techniques for nonlinear principal component analysis. Stat. Comput. 13(3): 267-276 (2003) - [c17]Ross A. McDonald, David J. Hand, Idris A. Eckley:
An Empirical Comparison of Three Boosting Algorithms on Real Data Sets with Artificial Class Noise. Multiple Classifier Systems 2003: 35-44 - [e4]Michael R. Berthold, David J. Hand:
Intelligent Data Analysis, An Introduction, 2nd editon. Springer 2003, ISBN 3-540-43060-1 - 2002
- [j25]H. G. Li, David J. Hand:
Direct versus indirect credit scoring classifications. J. Oper. Res. Soc. 53(6): 647-654 (2002) - [j24]David J. Hand:
It's been great - and the future looks even better. Stat. Comput. 12(1): 5 (2002) - [c16]David J. Hand:
Pattern Detection and Discovery. Pattern Detection and Discovery 2002: 1-12 - [c15]Richard J. Bolton, David J. Hand, Niall M. Adams:
Determining Hit Rate in Pattern Search. Pattern Detection and Discovery 2002: 36-48 - [e3]David J. Hand, Niall M. Adams, Richard J. Bolton:
Pattern Detection and Discovery, ESF Exploratory Workshop, London, UK, September 16-19, 2002, Proceedings. Lecture Notes in Computer Science 2447, Springer 2002, ISBN 3-540-44148-4 [contents] - 2001
- [b1]David J. Hand, Heikki Mannila, Padhraic Smyth:
Principles of Data Mining. MIT Press 2001, ISBN 9780262082907 - [j23]David J. Hand, Mark G. Kelly:
Lookahead scorecards for new fixed term credit products. J. Oper. Res. Soc. 52(9): 989-996 (2001) - [j22]Niall M. Adams, David J. Hand, Robert J. Till:
Mining for classes and patterns in behavioural data. J. Oper. Res. Soc. 52(9): 1017-1024 (2001) - [j21]David J. Hand, Robert J. Till:
A Simple Generalisation of the Area Under the ROC Curve for Multiple Class Classification Problems. Mach. Learn. 45(2): 171-186 (2001) - [c14]Richard J. Bolton, David J. Hand:
Significance Tests for Patterns in Continuous Data. ICDM 2001: 67-74 - [c13]José Tomé A. S. Ferreira, David G. T. Denison, David J. Hand:
Data Mining with Products of Trees. IDA 2001: 167-176 - [c12]Dave Yearling, David J. Hand:
Investigating Temporal Patterns of Fault Behaviour within Large Telephony Networks. IDA 2001: 340-349 - [c11]Paul R. Cohen, Niall M. Adams, David J. Hand:
The IDA'01 Robot Data Challenge. IDA 2001: 378-382 - [c10]David J. Hand, Niall M. Adams, Mark G. Kelly:
Multiple Classifier Systems Based on Interpretable Linear Classifiers. Multiple Classifier Systems 2001: 136-147 - [e2]Frank Hoffmann, David J. Hand, Niall M. Adams, Douglas H. Fisher, Gabriela Guimarães:
Advances in Intelligent Data Analysis, 4th International Conference, IDA 2001, Cascais, Portugal, September 13-15, 2001, Proceedings. Lecture Notes in Computer Science 2189, Springer 2001, ISBN 3-540-42581-0 [contents] - 2000
- [j20]Niall M. Adams, David J. Hand:
An improved measure for comparing diagnostic tests. Comput. Biol. Medicine 30(2): 89-96 (2000) - [j19]David J. Hand, Douglas H. Fisher, Michael R. Berthold:
Advances in intelligent data analysis. Intell. Data Anal. 4(2): 93-95 (2000) - [j18]Bart J. A. Mertens, David J. Hand:
Adjusted estimation for the combination of classifiers. Intell. Data Anal. 4(2): 165-179 (2000) - [j17]Niall M. Adams, David J. Hand:
Improving the Practice of Classifier Performance Assessment. Neural Comput. 12(2): 305-311 (2000)
1990 – 1999
- 1999
- [j16]Niall M. Adams, David J. Hand:
Comparing classifiers when the misallocation costs are uncertain. Pattern Recognit. 32(7): 1139-1147 (1999) - [j15]David J. Hand:
Editorial. Stat. Comput. 9(3): 167 (1999) - [j14]David J. Hand:
Statistics and Data Mining: Intersecting Disciplines. SIGKDD Explor. 1(1): 16-19 (1999) - [c9]Mark G. Kelly, David J. Hand, Niall M. Adams:
Supervised Classification Problems: How to Be Both Judge and Jury. IDA 1999: 235-244 - [c8]Bart J. A. Mertens, David J. Hand:
Adjusted Estimation for the Combination of Classifiers. IDA 1999: 317-330 - [c7]Mark G. Kelly, David J. Hand, Niall M. Adams:
The Impact of Changing Populations on Classifier Performance. KDD 1999: 367-371 - [e1]David J. Hand, Joost N. Kok, Michael R. Berthold:
Advances in Intelligent Data Analysis, Third International Symposium, IDA-99, Amsterdam, The Netherlands, August 1999, Proceedings. Lecture Notes in Computer Science 1642, Springer 1999, ISBN 3-540-66332-0 [contents] - 1998
- [j13]David J. Hand:
Review of The Art of Causal Conjecture. AI Mag. 19(1): 131-132 (1998) - [j12]David J. Hand:
Intelligent Data Analysis: Issues and Opportunities. Intell. Data Anal. 2(1-4): 67-79 (1998) - [j11]David J. Hand, Jonathan J. Oliver, A. Daniel Lunn:
Discriminant analysis when the classes arise from a continuum. Pattern Recognit. 31(5): 641-650 (1998) - [c6]Niall M. Adams, David J. Hand, H. G. Li:
A Simulation Study of Indirect Prognostic Classification. COMPSTAT 1998: 149-154 - [c5]Mark G. Kelly, David J. Hand,